Backcheck
Recap · VGK at EDM

C. Hart stands tall as the Golden Knights edge the Oilers

The Golden Knights won a genuine coin flip — neither side controlled the run of play.

By the ModelJul 12, 10:23 AMxG: xgboost-0.758Edited for clarity
Away
VGK
Vegas Golden Knights
5
Home
EDM
Edmonton Oilers
1
FINAL
Process vs result

The underlying story

3.58Expected goals3.62
50% share for the better side
33Shot attempts (SOG)32
6High-danger chances4
56Corsi (all attempts)66
Score-adjusted: 41% / 59%
Source · NHL play-by-play · XGBoost xG

The 5-1 scoreline conceals a much tighter game. Expected goals split 3.62–3.58 in Edmonton's favor, yet Vegas claimed a decisive victory through goaltending and efficiency.

The underlying play was competitive. The Oilers held 49% of shot attempts and generated 3.62 expected goals; Vegas produced 3.58 but led 33–32 in shots on goal. In the scoring areas that matter most, the margin widened. Vegas generated six high-danger chances and converted zero. Edmonton's C. Ingram posted a 100% save percentage on six high-danger shots—stellar work that couldn't overcome what happened elsewhere.

Vegas overperformed its xG by 1.42 goals; Edmonton underperformed by 2.62. That divergence belongs to C. Hart. The Vegas goalie stopped 31 of 32 shots for a 0.969 save percentage, saving 2.6 goals above expected and essentially stealing the game. Edmonton's underlying metrics hide a team that created chances and squandered them: five rebound opportunities generated, zero converted.

Rasmus Andersson's goal from the top of the circles at 16:13 of the third period ignited the rout, but Hart's dominance predetermined the outcome. Vegas's rush attack was lethal—four goals on 23 rush attempts. Edmonton crashed the crease effectively but never found the back of the net.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
VGK0 / 6 · 1.73 xG
EDM0 / 4 · 0.99 xG
Medium dangermid-range
VGK4 / 12 · 1.39 xG
EDM1 / 18 · 2.10 xG
Low dangerperimeter & point
VGK1 / 38 · 0.46 xG
EDM0 / 44 · 0.54 xG

VGK went 4-for-12 from medium danger on 1.39 expected goals — 2.6 above expected.

Source · Backcheck xG model · NHL play-by-play
The luck layer

Finishing vs expected

expectedactual
VGK
5 G · 3.58 xG · +1.4
EDM
1 G · 3.62 xG · -2.6
0123456
Goalies · GSAx (goals saved above expected)
C. HartVGK
+2.6
C. IngramEDM
-1.4

VGK finished +1.4 against expected, EDM -2.6 — C. Hart (VGK) saved 2.6 goals above expected.

Source · Backcheck xG model
What they shot — and what went in

Shot diet

goalsshots
VGK
SNAP1/5
WRIST1/21
BACKHAND1/5
SLAP1/7
TIP IN1/4
DEFLECTED0/0
BAT0/1
OTHER0/13
EDM
SNAP1/32
WRIST0/2
BACKHAND0/6
SLAP0/4
TIP IN0/3
DEFLECTED0/2
BAT0/0
OTHER0/17
VGK
EDM
Off the rush
4 G on 23 · 2.81 xG
1 G on 32 · 2.87 xG
Off rebounds
1 G on 4 · 0.57 xG
0 G on 5 · 0.41 xG

Snap shots carried the volume: VGK went 1-for-5, EDM 1-for-32. VGK scored 4 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
J. Eichel
#9 · C · VGK
0 G · 3 A · 2 SOG · 18:08 TOI · +3
B. Howden
#21 · C · VGK
1 G · 1 A · 4 SOG · 15:59 TOI · +1
I. Barbashev
#49 · L · VGK
0 G · 2 A · 0 SOG · 15:21 TOI
Ranked from the box score — points first · Backcheck
What the model flagged
  • C. Hart (VGK) stopped 2.6 goals above expected.
  • C. Ingram (EDM) gave up 1.4 goals more than expected — well below their workload.
  • VGK couldn't convert — 0/6 on high-danger chances. That won't happen often.
  • VGK was lethal off the rush — 4 goals on 23 rush chances.
  • EDM created 5 rebound opportunities (0 converted) — crashing the net effectively.
  • VGK created 4 rebound opportunities (1 converted) — crashing the net effectively.
  • EDM underperformed xG by 2.6 — wasted quality chances.
  • C. Hart (VGK) saved 2.6 goals above expected — stole the show.
  • C. Ingram was a wall on HD chances — 100% SV on 6 high-danger shots.
Before the game — the model's pre-game read
Preview · VGK at EDM · 10:00 PM ET

Golden Knights at Oilers: a genuine coin flip

By the ModelJul 12, 10:22 AMEdited for clarity
Win probability

The model's lean

50%
EDM
Model favorite
50%
50%
VGK50EDM

EDM by 0 points of win probability — effectively a coin flip. Projected score VGK 2.52.5 EDM; 18% chance it's tied after 60.

Source · Backcheck Poisson projection · season scoring rates
Season profile · edge from the spine

Tale of the tape

VGK← edge
edge →EDM
54.0%5v5 xG%52.0%
52.0%Corsi%50.0%
2.52xGF / 602.64
2.11xGA / 602.47
2.12Goals for / gm2.13
2.10Goals against / gm2.29
0.983PDO — luck, not skill0.982

VGK holds 4 of 6 process categories — and PDO (0.983 vs 0.982) says VGK has run hotter.

Source · MoneyPuck season tables · 5v5

The model projects 2.5 to 2.5 with the Oilers at 50% win probability—this is a complete coin flip.

Edmonton has the momentum. The Oilers are 7-2-1 in their last 10, running a points-pace advantage over Vegas. But the numbers also favor Vegas: 54.0% expected-goals share versus Edmonton's 52.0%, and 52.0% Corsis to Edmonton's 50.0%. Vegas should be winning more than it is.

Both teams are due. Vegas's PDO sits at 0.983, Edmonton's at 0.982—each running cold and heading for positive regression that could swing this either direction. That uncertainty is the game's defining feature.

Goaltending adds another layer. T. Jarry is on a back-to-back; watch whether Vegas runs him out or pivots to backup. C. Hart faces the same situation for Edmonton. Tired starters or untested relief could tip the result more than the underlying matchup.

Edmonton's shot generation leads the conversation. Zach Hyman sits at 1.23 expected goals per 60, with 14 goals to 13 assists on 13.0% shooting—he's converting at an elite rate. Connor McDavid: 25 goals, 33 assists, 5 high-danger chances, 13.7% shooting. That duo controls Edmonton's ceiling.

Vegas's answer is Tomas Hertl at 0.88 expected goals per 60, with 5 goals and 17 assists on 4.3% shooting. Brandon Saad would matter—0.91 xG/60, 3 goals and 6 assists—but he's marked likely inactive, so Vegas's secondary scoring question falls entirely to Hertl.

Vegas's defensive liability is Rasmus Andersson. Edmonton's is Jake Walman. Isolate those minutes, and there's real value.

The model knows what it's saying. The Oilers have recent form and superstar ceiling. Vegas has the underlying metrics and the regression lottery ticket. Pick one and defend it—there's data supporting either choice.

Data: MoneyPuck 5v5 models, NHL API

Computed danger · scouting

Players to watch

VGK
Brandon Saad3G 6A
0.91 xG/60 · 1 HD · 4.1% sh
Tomas Hertl5G 17A
0.88 xG/60 · 1 HD · 4.3% sh
EDM
Zach Hyman14G 13A
1.23 xG/60 · 1 HD · 13.0% sh
Connor McDavid25G 33A
0.92 xG/60 · 5 HD · 13.7% sh
Source · MoneyPuck skaters